{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# PyGeM\n",
    "## Tutorial 4: Radial Basis Functions interpolation technique on a cube"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this tutorial we will show how to use the Radial Basis Functions interpolation technique to deform a cube.\n",
    "\n",
    "First of all we import the required PyGeM classes, we import numpy and we set matplotlib for the notebook."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from pygem import RBFParameters, RBF\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We need to set the deformation parameters: we can set manually, by editing the `RBFParameters` attributes, or we can read them by parsing a file. Moreover, we can save a `RBFParameters` instance to a file in order to edit this for the future deformations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "params = RBFParameters()\n",
    "params.read_parameters(filename='../tests/test_datasets/parameters_rbf_cube.prm')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following is the parameters file for this particular case. The Radial Basis Functions section describes the basis functions to use. Here we use Gaussian splines with the distance parameter equal to 0.5 (see the documentation of the [RBF](http://mathlab.github.io/PyGeM/radial.html) class for more details). As control points we consider the 8 vertices of the cube (the first one is not exactly the vertex), and we move 3 of them. In the Control points section there are all the coordinates of the control points."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\r\n",
      "[Radial Basis Functions]\r\n",
      "# This section describes the radial basis functions shape.\r\n",
      "\r\n",
      "# basis funtion is the name of the basis functions to use in the transformation. The functions\r\n",
      "# implemented so far are: gaussian_spline, multi_quadratic_biharmonic_spline,\r\n",
      "# inv_multi_quadratic_biharmonic_spline, thin_plate_spline, beckert_wendland_c2_basis, polyharmonic_spline.\r\n",
      "# For a comprehensive list with details see the class RBF.\r\n",
      "basis function: gaussian_spline\r\n",
      "\r\n",
      "# radius is the scaling parameter r that affects the shape of the basis functions. See the documentation\r\n",
      "# of the class RBF for details.\r\n",
      "radius: 0.5\r\n",
      "\r\n",
      "# The power parameter k for polyharmonic spline\r\n",
      "# See the documentation for details\r\n",
      "power: 2\r\n",
      "\r\n",
      "\r\n",
      "[Control points]\r\n",
      "# This section describes the RBF control points.\r\n",
      "\r\n",
      "# original control points collects the coordinates of the interpolation control points before the deformation.\r\n",
      "original control points: -.1   0.0   0.0\r\n",
      "                         0.0   0.0   1.0\r\n",
      "                         0.0   1.0   0.0\r\n",
      "                         1.0   0.0   0.0\r\n",
      "                         0.0   1     1.0\r\n",
      "                         1.0   0.0   1.0\r\n",
      "                         1.0   1.0   0\r\n",
      "                         1.0   1.0   1.0\r\n",
      "\r\n",
      "# deformed control points collects the coordinates of the interpolation control points after the deformation.\r\n",
      "deformed control points: 0.1   0.2   .3\r\n",
      "                         0.0   0.0   1.0\r\n",
      "                         0.0   1.0   0.0\r\n",
      "                         1.0   0.0   0.0\r\n",
      "                         0.0   .8   1.0\r\n",
      "                         1.0   0.0   1.0\r\n",
      "                         1.0   1.0   0.0\r\n",
      "                         1.2   1.2   1.2\r\n"
     ]
    }
   ],
   "source": [
    "%cat ../tests/test_datasets/parameters_rbf_cube.prm"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we create a $10 \\times10 \\times 10$ lattice to mimic a cube."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "nx, ny, nz = (10, 10, 10)\n",
    "mesh = np.zeros((nx * ny * nz, 3))\n",
    "\n",
    "xv = np.linspace(0, 1, nx)\n",
    "yv = np.linspace(0, 1, ny)\n",
    "zv = np.linspace(0, 1, nz)\n",
    "z, y, x = np.meshgrid(zv, yv, xv)\n",
    "\n",
    "mesh = np.array([x.ravel(), y.ravel(), z.ravel()])\n",
    "mesh = mesh.T"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we plot the points to see what we are doing."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f29ff0e2d50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(1)\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "ax.scatter(mesh[:, 0], mesh[:, 1], mesh[:, 2], c='blue', marker='o')\n",
    "ax.set_xlabel('X axis')\n",
    "ax.set_ylabel('Y axis')\n",
    "ax.set_zlabel('Z axis')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With the utils module we can also plot the original control points and the deformed ones."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f29ff0f3950>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "params.plot_points()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There is also the possibility to save the control points in VTK in order to visualize them together with the mesh file."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "params.save_points(filename='point.vtk')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally we perform the RBF interpolation using the `RBF` class."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "rbf = RBF(params, mesh)\n",
    "rbf.perform()\n",
    "new_mesh_points = rbf.modified_mesh_points"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can plot the new points in order to see the deformation. Try different basis functions and radius to better fit your specific problem."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f29faa664d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(2)\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "ax.scatter(new_mesh_points[:, 0], new_mesh_points[:, 1], new_mesh_points[:, 2], c='red', marker='o')\n",
    "ax.set_xlabel('X axis')\n",
    "ax.set_ylabel('Y axis')\n",
    "ax.set_zlabel('Z axis')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
